R. Ninitha Ashwini, Swetha Shekarappa

Federated Digital Twin Reinforcement Learning Framework with Physics Informed Intelligence for Autonomous Battery Management Systems

Experimental simulations demonstrate that the proposed architecture significantly enhances prediction accuracy, thermal safety, energy efficiency, and long-term battery sustainability compared with existing AI-driven BMS frameworks.